How Fooda’s Engineering Team Delivers 30% More Features Per Cycle Using Claude

At a Glance

The Challenge

Fooda’s engineering team faced two parallel pressures. 

Engineering velocity

The team needed to ship features faster without increasing headcount. Routine coding tasks, testing, and code review were consuming time that engineers could have spent on higher-value problems.

Delivery visibility

Tracking delivery signals such as cycle time, review load, and team health indicators required significant manual effort. Building analytics on top of raw delivery metrics, with further analysis, was a time-consuming effort that diverted focus from core engineering work.

The Solution: Two Parallel Tracks

First Line Software and Fooda structured the engagement around two simultaneous workstreams.

Track 1 — AI-accelerated engineering delivery with Claude Code

The joint Fooda and First Line Software engineering team adopted Claude Code across the full software development lifecycle. Claude Code was used to:

– Write and review code faster

– Generate and run automated tests

– Automate routine engineering tasks that previously required manual effort

Adoption followed a structured timeline: a six-month trial period, followed by roughly eight months of full team-wide use. By the end of the trial, Claude Code had become the team’s default development tool.

Track 2 — Engineering intelligence portal powered by Claude

Building on the productivity gains from Claude Code, Fooda’s team conceived and led the development of an engineering-intelligence portal, with technical support from First Line Software and Claude across the stack. 

How the portal works:

– Claude API and Claude Cowork power the metrics collection, enrichment, and reporting pipeline

– Claude Design was used to shape the user interface

– The portal ingests delivery signals, including cycle time, pull request review load, and team-health indicators

– It automatically generates reports, surfaces trends, and suggests process improvements

– Every engineer has access to their individual and team-level metrics

– Engineering leads and leadership review portal insights monthly and quarterly to adjust processes

The portal was conceived and led by Fooda’s own team. First Line Software provided technical support. This distinction matters: the portal is a Fooda product built with AI, not an external tool imposed on the team.

Results

30% more features per cycle, with the same team

With the same headcount, Fooda now delivers approximately 30% more features per engineering cycle compared to before adopting Claude. The trend has continued to improve since full adoption.

Automation of routine engineering work

Tasks that previously required manual engineering time — code review support, metric collection, report generation — are now handled by Claude across the stack.

Every engineer sees their own delivery metrics

Every engineer and leader has access to a real-time, transparent view of how the team is performing. Process improvements are now data-driven and continuous, rather than reactive and periodic.

Before and After

Customer Quote

“We didn’t just use Claude as a coding tool — we built an internal metrics portal on top of it. That’s when it stopped being a productivity add-on and became part of how we operate.”

— Timcy Chacko, CTO, Fooda, Inc.

Claude Products Used

What This Engagement Demonstrates

This case shows what happens when AI adoption moves beyond individual productivity and into team-wide delivery infrastructure. 

Claude Code accelerated how fast the team builds. The engineering-intelligence portal made the results of that acceleration visible and gave the team the data to continue improving.

Together, they answered a question most engineering leaders struggle with: how do you know if the team is getting better, and what specifically is driving it?

The answer, at Fooda, is a portal the team built themselves — with AI.

Frequently Asked Questions

How did Fooda use Claude Code?

Fooda’s engineering team, working alongside embedded First Line Software engineers, adopted Claude Code across the full software development lifecycle, including writing code, running tests, conducting code reviews, and automating routine engineering tasks.

What is the Fooda engineering-intelligence portal?

The engineering-intelligence portal is an internal tool conceived and led by Fooda’s own team, built with First Line Software’s support. It uses Claude API, Claude Cowork, and Claude Design to collect and analyze engineering delivery signals — cycle time, review load, and team-health indicators — and automatically generate reports and improvement suggestions for engineers and leadership.

What results did Fooda achieve with Claude?

Fooda now delivers approximately 30% more features per engineering cycle with the same team size. Routine engineering tasks are automated, and every engineer and leader has real-time visibility into team delivery performance through the engineering-intelligence portal.

How long did Claude adoption take at Fooda?

Fooda’s Claude adoption followed two phases: a six-month structured trial period, followed by roughly eight months of full team-wide adoption.

Who built the engineering-intelligence portal?

The portal was conceived and led by Fooda’s internal team, with technical support from First Line Software. It is built on Claude API, Claude Cowork, and Claude Design.

Is This Approach Right for Your Engineering Team?

This model works best when:

– Your engineering team is already delivering well and wants to increase output without adding headcount

– You need real-time visibility into delivery metrics but don’t have capacity to build a dedicated reporting function

– You’re ready to bring AI into the full development lifecycle not just as a writing assistant, but as infrastructure the whole team depends on

Talk to our team about AI-accelerated engineering: https://firstlinesoftware.com/contact-us/